Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation is heavily biased towards Windows environments, with all setup and configuration steps assuming the use of Windows Server, Active Directory, and Windows-based tools. PowerShell is the only scripting language provided for infrastructure setup, and all user/group management instructions rely on Windows GUI tools (Server Manager, MMC). There are no Linux equivalents or cross-platform alternatives mentioned for VM setup, domain management, or certificate creation.
Recommendations
  • Provide Linux-based alternatives for VM setup, domain management, and certificate creation (e.g., using Samba for domain services, OpenLDAP, or Linux-based DNS tools).
  • Include Bash/Azure CLI examples alongside PowerShell scripts for infrastructure provisioning.
  • Document how to perform user and group management using cross-platform or command-line tools, such as Azure CLI, REST API, or Linux utilities.
  • Clarify which steps are strictly Windows-only and offer guidance for organizations using Linux-based on-premises environments.
  • Add references or links to official guidance for integrating Linux-based identity solutions with Microsoft Entra ID and HDInsight ESP clusters.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets